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Finished the capstone for the RAMP certification.

The idea: a company pastes a messy line like "need a React Native app with Razorpay checkout, six weeks, must work with our Django API." The system turns it into a proper work package. Scope document, expert shortlist with citations, milestone and payout terms.

Django, MySQL, Redis at the back. React Native in front, streaming the response.

The agents were the fun part. The proof layer was the real work.

Every AI-generated query has to pass a validator before it runs. Every match has to point back to where it came from. Every run gets logged with cost and latency. There is even a test where a bad prompt has to get blocked in front of the reviewer.

Which is fair. This thing is touching money, contracts and hiring.

Building it is easy now. Trusting it is not.